02 — Problem Domains
PICK YOUR
BATTLEFIELD.
01
Build GenAI-powered solutions that automate cloud operations — incident triage, root cause analysis, runbook automation, or infrastructure-as-code generation.
Every cloud-first company is investing in AIOps. AWS, Datadog, PagerDuty, and others are actively building in this space — and hiring for it.
Every cloud-first company is investing in AIOps. AWS, Datadog, PagerDuty, and others are actively building in this space — and hiring for it.
Suggested AWS Services
Problem Statements
- Automated incident triage and root cause analysis using LLMs
- Runbook automation with natural language instructions
- IaC generation from plain-English infrastructure descriptions
02
Create AI assistants that help business analysts — natural language to SQL, automated dashboards, report summarisation, or anomaly detection on datasets.
Business intelligence is being transformed. Companies like Tableau (Salesforce), AWS QuickSight, and ThoughtSpot are building exactly this.
Business intelligence is being transformed. Companies like Tableau (Salesforce), AWS QuickSight, and ThoughtSpot are building exactly this.
Suggested AWS Services
Problem Statements
- Natural language → SQL query generator with explanation
- Automated anomaly detection and reporting on datasets
- AI-assisted dashboard creation from raw business data
03
Develop AI agents that assist developers — code generation, automated code review, test case generation, documentation writing, or CI/CD pipeline optimisation.
The hottest space in tech right now. Claude Code, AWS Kiro, GitHub Copilot, Cursor, and dozens of startups are competing here. This is the future of software engineering.
The hottest space in tech right now. Claude Code, AWS Kiro, GitHub Copilot, Cursor, and dozens of startups are competing here. This is the future of software engineering.
Suggested AWS Services
Problem Statements
- Automated code review agent with suggested fixes
- Test case generation from function signatures or specs
- CI/CD pipeline optimisation and documentation agent
04
Build intelligent systems for cloud financial management — cost anomaly detection, optimisation recommendations, budget forecasting, or resource right-sizing.
Cloud cost optimisation using AI is a $16 billion market. Companies are desperate for intelligent systems that can analyse spend, recommend optimisations, and automate cost governance.
Cloud cost optimisation using AI is a $16 billion market. Companies are desperate for intelligent systems that can analyse spend, recommend optimisations, and automate cost governance.
Suggested AWS Services
Problem Statements
- Cost anomaly detection and alerting with NLP summaries
- Resource right-sizing recommendation engine
- Budget forecasting with AI-generated optimisation plans
05
Create GenAI solutions for regulatory compliance — automated policy checking, audit trail generation, compliance report drafting, or risk assessment tools.
Regulatory tech powered by GenAI is critical in finance, healthcare, and government sectors. Automating audit trails and policy checks is a growing, high-value problem space.
Regulatory tech powered by GenAI is critical in finance, healthcare, and government sectors. Automating audit trails and policy checks is a growing, high-value problem space.
Suggested AWS Services
Problem Statements
- Automated policy compliance checking with violation reports
- AI-generated audit trail summarisation and risk scoring
- Compliance report drafting from raw security logs
Why These Tracks
ACTIVE HIRING
SPACES.
These aren't academic exercises. They're the exact problem areas where companies are building — and hiring.
| Track | Industry Relevance | Companies Building Here | Market Signal |
|---|---|---|---|
| Automating Ops | AIOps is being adopted by every cloud-first org to cut MTTR and reduce on-call load | AWS, Datadog, PagerDuty, Splunk | 🔥 Hottest 2026 |
| Analyst Workflows | NLP-to-SQL and automated BI is becoming table stakes for modern data teams | Tableau, QuickSight, ThoughtSpot, Hex | 📈 Growing Fast |
| Coding Agents | AI-assisted development is reshaping the entire software engineering workflow | GitHub, Cursor, AWS Kiro, Replit | 🚀 #1 Investment |
| FinOps | Cloud cost intelligence is a $16B market with massive unsolved optimisation problems | Apptio, CloudHealth, AWS, Spot.io | 💰 $16B Market |
| Compliance | GenAI for regulatory compliance is critical in finance, healthcare and government | ServiceNow, OneTrust, AWS Security | 🏛️ Regulated Sectors |
FOUND YOUR TRACK?
Teams of 2–4 · All UG/PG students welcome · RIT Bengaluru